{"id":"W4403135033","doi":"10.1080/14789450.2024.2413107","title":"Digitalomics – digital transformation leading to omics insights","year":2024,"lang":"en","type":"review","venue":"Expert Review of Proteomics","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"Warren Y. Soper Charitable Trust; Fondation De Famille Alvin Segal; Terry Fox Research Institute","keywords":"Computational biology; Omics; Transformation (genetics); Biology; Data science; Computer science; Bioinformatics; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001994138,0.001063924,0.001168095,0.003271603,0.0003971906,0.002685374,0.001325048,0.002267862,0.006789058],"category_scores_gemma":[0.002679239,0.0003681666,0.0009374642,0.002893962,0.002039046,0.003919909,0.001732602,0.004142219,0.003769802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00161973,"about_ca_system_score_gemma":0.001817791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00119726,"about_ca_topic_score_gemma":0.001115542,"domain_scores_codex":[0.9990327,0.000238661,0.00007818362,0.0001635735,0.0004112943,0.00007557342],"domain_scores_gemma":[0.9982918,0.000979144,0.0001392772,0.0001074161,0.0003867992,0.00009559482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005006707,0.00004570844,0.0001840557,0.01176407,0.00009768593,0.0003054915,0.0001830785,0.000889542,0.003457858,0.07850379,0.0567936,0.847725],"study_design_scores_gemma":[0.00000652676,0.00003651078,0.0002527452,0.002375668,0.00003119045,0.0008262079,0.00007582182,0.0002183186,0.001073723,0.01437837,0.9806996,0.00002532093],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002888326,0.9803786,0.004427576,0.003883835,0.001620257,0.00002891078,0.00009617536,0.0001132605,0.009162557],"genre_scores_gemma":[0.004083801,0.9850991,0.003146634,0.002629557,0.001399061,0.00003861619,0.0001411113,0.00003176372,0.003430389],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006789058,"threshold_uncertainty_score":0.02271163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02951359085246963,"score_gpt":0.3363787500503206,"score_spread":0.306865159197851,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}